"Obsolete" may not be the right word.
Watches are simply set again if their moonphase is off. They are not obsolete.
Same with annual calendars (at the end of February, as people have said).
You are perhaps thinking of perpetual calendars with the year window which goes to, say, the year 2100. They would need to have the year wheel replaced at that point.